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  {
   "source": [
    "假设你获取到了2017年内地电影票房前20的电影(列表a)和电影票房数据(列表b),那么如何更加直观的展示该数据?\n",
    "\n",
    "a = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6：终章\",\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3：殊死一战\",\"蜘蛛侠：英雄归来\",\"悟空传\",\"银河护卫队2\",\"情圣\",\"新木乃伊\",]\n",
    "\n",
    "b=[56.01,26.94,17.53,16.49,15.45,12.96,11.8,11.61,11.28,11.12,10.49,10.3,8.75,7.55,7.32,6.99,6.88,6.86,6.58,6.23] 单位:亿\n"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#设置中文显示\n",
    "font = {'family':'Microsoft Yahei',\n",
    "        'size':'10'}\n",
    "matplotlib.rc('font',**font)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "#设置图片大小\n",
    "plt.figure(figsize=(20,10),dpi=80)\n",
    "#设置坐标系\n",
    "x = [\"战狼2\",\"速度与激情8\",\"功夫瑜伽\",\"西游伏妖篇\",\"变形金刚5：最后的骑士\",\"摔跤吧！爸爸\",\"加勒比海盗5：死无对证\",\"金刚：骷髅岛\",\"极限特工：终极回归\",\"生化危机6：终章\",\"乘风破浪\",\"神偷奶爸3\",\"智取威虎山\",\"大闹天竺\",\"金刚狼3：殊死一战\",\"蜘蛛侠：英雄归来\",\"悟空传\",\"银河护卫队2\",\"情圣\",\"新木乃伊\",]\n",
    "y = [56.01,26.94,17.53,16.49,15.45,12.96,11.8,11.61,11.28,11.12,10.49,10.3,8.75,7.55,7.32,6.99,6.88,6.86,6.58,6.23] \n",
    "#绘制竖着的条形图\n",
    "plt.barh(x,y,height=0.3) #plt.bar(x,y)是绘制横着的条形图\n",
    "#设置y轴刻度\n",
    "plt.yticks(x,x,rotation=25)\n",
    "#绘制网格\n",
    "plt.grid(alpha=0.5)\n",
    "#设置x,y的label\n",
    "plt.xlabel('电影')\n",
    "plt.ylabel('排行')\n",
    "#增加title\n",
    "plt.title('5月电影排行榜')\n",
    "#展示条形图\n",
    "plt.show()\n"
   ]
  }
 ]
}